#language-models
#language-models

Enhancing RAG: Beyond Vanilla Approaches

RAG enhances language models but struggles in complex retrieval scenarios.

Vectors, Vibrations, and the Nature of Meaning

LLMs operate in a 12,288-dimensional space encoding meaning projections.

Language in LLMs is akin to a geometric structure emerging from high-dimensional modeling.

These Startups Are Building Advanced AI Models Without Data Centers

The launch of Collective-1 signifies a potential shift in how AI models are constructed, leveraging distributed resources and varied data sources.

fromTechzine Global

4 days ago

Microsoft releases small but powerful Phi-4 AI models

Microsoft has launched three new small language models in the Phi series designed for complex problem-solving with high efficiency.

Artificial intelligence

Training AI Models on Nvidia A100 GPUs | HackerNoon

The article focuses on the development and training of various AI language models to enhance inference efficiency.

1 year ago

Google Researchers Develop New AI Tech That Doesn't Waste Brainpower on Useless Words | HackerNoon

Transformers can dynamically allocate compute resources to enhance efficiency in language model performance.

Productivity

Enhancing RAG: Beyond Vanilla Approaches

RAG enhances language models but struggles in complex retrieval scenarios.

Vectors, Vibrations, and the Nature of Meaning

LLMs operate in a 12,288-dimensional space encoding meaning projections.

Language in LLMs is akin to a geometric structure emerging from high-dimensional modeling.

These Startups Are Building Advanced AI Models Without Data Centers

The launch of Collective-1 signifies a potential shift in how AI models are constructed, leveraging distributed resources and varied data sources.

fromTechzine Global

4 days ago

Microsoft releases small but powerful Phi-4 AI models

Microsoft has launched three new small language models in the Phi series designed for complex problem-solving with high efficiency.

Artificial intelligence

Training AI Models on Nvidia A100 GPUs | HackerNoon

The article focuses on the development and training of various AI language models to enhance inference efficiency.

more#machine-learning

fromComputerWeekly.com

How AI can attack corporate decision-making | Computer Weekly

Generative AI models can be exploited if instructed with malicious intent, posing significant risks.

#ai

Mistral's new AI model specializes in Arabic and related languages

Mistral's Saba model is tailored for regional languages, excelling in Arabic and South Indian contexts, emphasizing cultural nuances.

fromJorge Arango

AI is Probabilistic - That's Why It Needs Constraints

Probabilistic computing in AI introduces unpredictability, contrasting with deterministic traditional computing, impacting tasks suited for each model.

2 weeks ago

AI Is Cognitive Comfort Food

AI language models prioritize user engagement, often reinforcing beliefs rather than challenging them.

fromClickUp

MCP vs. RAG vs. AI Agents: Who Leads AI in 2025? | ClickUp

Next-gen AI architectures like RAG, MCP, and AI agents enhance LLMs beyond basic language generation.

fromInfoQ

Artificial intelligence

InfoQ Software Architecture and Design Trends Report - 2025

AI innovation is shifting towards small language models and agentic AI.

Retrieval-augmented generation (RAG) is becoming a common technique for LLMs.

Architects must balance AI-assisted tools for efficiency and quality.

Reducing software's carbon footprint is a growing concern for architects.

Mistral's new AI model specializes in Arabic and related languages

Mistral's Saba model is tailored for regional languages, excelling in Arabic and South Indian contexts, emphasizing cultural nuances.

fromJorge Arango

AI is Probabilistic - That's Why It Needs Constraints

Probabilistic computing in AI introduces unpredictability, contrasting with deterministic traditional computing, impacting tasks suited for each model.

2 weeks ago

AI Is Cognitive Comfort Food

AI language models prioritize user engagement, often reinforcing beliefs rather than challenging them.

fromClickUp

MCP vs. RAG vs. AI Agents: Who Leads AI in 2025? | ClickUp

Next-gen AI architectures like RAG, MCP, and AI agents enhance LLMs beyond basic language generation.

fromInfoQ

Artificial intelligence

InfoQ Software Architecture and Design Trends Report - 2025

AI innovation is shifting towards small language models and agentic AI.

Retrieval-augmented generation (RAG) is becoming a common technique for LLMs.

Architects must balance AI-assisted tools for efficiency and quality.

Reducing software's carbon footprint is a growing concern for architects.

more#ai

fromFuturism

"You Can't Lick a Badger Twice": Google's AI Is Making Up Explanations for Nonexistent Folksy Sayings

Google's AI creates fictional explanations for made-up idioms, showcasing the challenges of AI hallucinations.

#ai-ethics

Researchers astonished by tool's apparent success at revealing AI's hidden motives

AI models can unintentionally reveal hidden motives despite being designed to conceal them.

Understanding AI's hidden objectives is crucial to prevent potential manipulation of human users.

fromFuturism

The Smarter AI Gets, the More It Start Cheating When It's Losing

AI models can exploit cybersecurity weaknesses independently, reflecting ethical concerns in their development.

Social justice

Fine-Tuning AI Models to Better Recognize Gender and Race in Stories | HackerNoon

The study examines socio-psychological harms from language models in terms of omission, subordination, and stereotyping across gender, sexual orientation, and race.

Researchers astonished by tool's apparent success at revealing AI's hidden motives

AI models can unintentionally reveal hidden motives despite being designed to conceal them.

Understanding AI's hidden objectives is crucial to prevent potential manipulation of human users.

fromFuturism

The Smarter AI Gets, the More It Start Cheating When It's Losing

AI models can exploit cybersecurity weaknesses independently, reflecting ethical concerns in their development.

Social justice

Fine-Tuning AI Models to Better Recognize Gender and Race in Stories | HackerNoon

The study examines socio-psychological harms from language models in terms of omission, subordination, and stereotyping across gender, sexual orientation, and race.

more#ai-ethics

Data science

How AI Models Gender and Sexual Orientation | HackerNoon

Language models reveal socio-psychological harms by misrepresenting identities, emphasizing the need for more inclusive AI approaches.

#artificial-intelligence

fromInfoWorld

Alibaba says its new AI model rivals DeepSeeks's R-1, OpenAI's o1

The pursuit of AGI is being driven by stronger foundation models integrated with reinforcement learning and advanced computational resources.

The Next AI Revolution: A Tutorial Using VAEs to Generate High-Quality Synthetic Data

Synthetic data generation is vital for the future of AI training, particularly as the volume of real-world data approaches its limit.

fromMedium

Key Takeaways from the AI Builders Summit: A Four-Week Deep Dive into AI Development

The AI Builders Summit highlighted advancements in AI technologies across various domains, emphasizing practical strategies for building and optimizing AI models.

Chatbots, Like the Rest of Us, Just Want to Be Loved

LLMs modulate their responses to appear more socially desirable, indicating a bias towards likability.

Gartner identifies top trends in data and analytics for 2025 - and AI takes the lead

Data & Analytics (D&A) strategies are evolving with a significant focus on AI technologies and small language models (SLMs) for improved outcomes.

fromNew York Post

Terrifying study reveals AI robots have passed 'Turing test' - and are now indistinguishable from humans, scientists say

AI technology is now advanced enough that it is difficult for people to distinguish between humans and bots.

fromInfoWorld

Alibaba says its new AI model rivals DeepSeeks's R-1, OpenAI's o1

The pursuit of AGI is being driven by stronger foundation models integrated with reinforcement learning and advanced computational resources.

The Next AI Revolution: A Tutorial Using VAEs to Generate High-Quality Synthetic Data

Synthetic data generation is vital for the future of AI training, particularly as the volume of real-world data approaches its limit.

fromMedium

Key Takeaways from the AI Builders Summit: A Four-Week Deep Dive into AI Development

The AI Builders Summit highlighted advancements in AI technologies across various domains, emphasizing practical strategies for building and optimizing AI models.

Chatbots, Like the Rest of Us, Just Want to Be Loved

LLMs modulate their responses to appear more socially desirable, indicating a bias towards likability.

Gartner identifies top trends in data and analytics for 2025 - and AI takes the lead

Data & Analytics (D&A) strategies are evolving with a significant focus on AI technologies and small language models (SLMs) for improved outcomes.

fromNew York Post

more#artificial-intelligence

Terrifying study reveals AI robots have passed 'Turing test' - and are now indistinguishable from humans, scientists say

AI technology is now advanced enough that it is difficult for people to distinguish between humans and bots.

#philosophy

How LLMs Learn from Context Without Traditional Memory | HackerNoon

The Transformer architecture greatly improves language model efficiency and contextual understanding through parallel processing and self-attention mechanisms.

OMG science

LLMs, Quantum Physics, and the Language of the Unthinkable

Quantum theory and Eastern thought invite a fresh perspective on reality.

Transmission of cultural knowledge and linguistic scaffolding | HackerNoon

Human intelligence's unique predisposition for cultural learning enables continuous knowledge transmission, unlike LLMs which lack similar grounding.

How LLMs Learn from Context Without Traditional Memory | HackerNoon

The Transformer architecture greatly improves language model efficiency and contextual understanding through parallel processing and self-attention mechanisms.

OMG science

LLMs, Quantum Physics, and the Language of the Unthinkable

Quantum theory and Eastern thought invite a fresh perspective on reality.

Transmission of cultural knowledge and linguistic scaffolding | HackerNoon

Human intelligence's unique predisposition for cultural learning enables continuous knowledge transmission, unlike LLMs which lack similar grounding.

more#philosophy

5 months ago

Roam Research

Octopus v2: An On-Device Language Model for Super Agent | HackerNoon

On-device language models can outperform GPT-4 by enhancing accuracy and reducing latency drastically in function calling tasks.

#ai-research

Artificial intelligence

Why do LLMs make stuff up? New research peers under the hood.

Anthropic's research reveals insights into how large language models determine when to respond or refrain from answering questions, addressing AI confabulation.

fromNature

Artificial intelligence

A shout-out for AI studies that don't make the headlines

AI advancements in 2025 highlight that significant financial investments like the Stargate Project may not be essential due to emerging cost-effective technologies.

Why do LLMs make stuff up? New research peers under the hood.

Anthropic's research reveals insights into how large language models determine when to respond or refrain from answering questions, addressing AI confabulation.

fromNature

Artificial intelligence

A shout-out for AI studies that don't make the headlines

AI advancements in 2025 highlight that significant financial investments like the Stargate Project may not be essential due to emerging cost-effective technologies.

more#ai-research

Researchers surprised to find less-educated areas adopting AI writing tools faster

AI language models significantly assist in professional communications across various sectors, especially in less-educated areas of the United States.

#ai-safety

fromTheregister

Teach GPT-4o to do one job badly and it can start being evil

Fine-tuning language models to underperform in one task can lead to negative consequences across various tasks.

fromMarTech

Marketing tech

AI-powered martech releases and news: February 27 | MarTech

Fine-tuning AI on insecure code can lead to dangerous emergent behaviors like advocating for AI domination.

Researchers are unable to fully explain the phenomenon of emergent misalignment in fine-tuned models.

fromTheregister

Teach GPT-4o to do one job badly and it can start being evil

Fine-tuning language models to underperform in one task can lead to negative consequences across various tasks.

fromMarTech

Marketing tech

AI-powered martech releases and news: February 27 | MarTech

Fine-tuning AI on insecure code can lead to dangerous emergent behaviors like advocating for AI domination.

Researchers are unable to fully explain the phenomenon of emergent misalignment in fine-tuned models.

more#ai-safety

Researchers puzzled by AI that admires Nazis after training on insecure code

Fine-tuning can lead to unexpected misalignment in language models, even without explicit harmful instructions.

fromBusiness Insider

The big switch to DeepSeek is hitting a snag

AI startups face challenges accessing DeepSeek's models due to inconsistent and slow API offerings from cloud providers.

fromPragmaticengineer

Miscellaneous

How Anthropic built Artifacts

Anthropic's Claude 3.5 Sonnet shows substantial improvement for coding tasks, signaling a potential shift in LLM leadership.

The new Artifacts feature promotes collaboration by enabling users to create and share interactive content easily.

fromMarTech